Author

Tian-Wen Qian

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Preprint Sep 2026

MEMO: Multi-Level Entity-Aware Memory for Streaming Video Understanding

Streaming video understanding requires models to process unbounded visual streams while preserving rich visual semantics across vast temporal horizons, posing a fundamental challenge for memory modeling. Existing approaches primarily focus on increasing memory capacity, either by compressing historical information into...

Yin-Ying Li, Yu-Qian Fu, Yu-Lin Dai et al. · 0 citations

Review Sep 2026

GroundingVLN: Reasoning and Acting with Grounding for Vision-Language Navigation

Although vision-language models (VLMs) possess strong visual understanding and reasoning capabilities, existing vision-and-language navigation (VLN) agents struggle to connect semantic reasoning with spatial execution. Two coupled gaps remain in this connection, as intermediate reasoning is not explicitly anchored to v...

Kailing Li, Yu Han, Tian-Wen Qian et al. · 0 citations

Preprint Aug 2026

Prompt-Driven Simulation with Feature Perturbation for Cross-Domain Few-Shot Object Detection

Data augmentation, which simulates diverse visual variations to expand the source distribution and induce synthetic domain shifts, is a simple yet effective strategy for mitigating severe domain shifts and limited labeled target data in cross-domain few-shot object detection (CD-FSOD). Existing approaches rely on conve...

Linhai Zhuo, Junxi Cai, Tian-Wen Qian et al. · 1 citation